{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸识别模型 FaceNet\n",
    "\n",
    "\n",
    "## 使用基于 NN4 改造的 CNN 模型训练和提取特征\n",
    "\n",
    "\n",
    "**nn4.small2.v1** 是 FaceNet 论文中描述的 NN4 模型的变体，在 OpenFace 的模型列表中有 [nn4.small2](https://cmusatyalab.github.io/openface/models-and-accuracies/#model-definitions) 详细介绍。\n",
    "\n",
    "![](model_comparison.png)\n",
    "\n",
    "\n",
    "### 模型列表\n",
    "\n",
    "|Model | Number of Parameters |\n",
    "| ---- | ---- |\n",
    "| [nn4.small2](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn4.small2.def.lua) | 3733968 |\n",
    "| [nn4.small1](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn4.small1.def.lua) | 5579520 |\n",
    "| [nn4](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn4.def.lua) | 6959088 |\n",
    "| [nn2](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn2.def.lua) | 7472144 |\n",
    "\n",
    "\n",
    "本教程使用其 [Keras版本](https://github.com/krasserm/face-recognition) 的一种实现，模型定义在 [model.py](model.py) ，模型可视化的图像存储在 [nn4_small2_model.png](nn4_small2_model.png) 。\n",
    "\n",
    "### Retrain 人脸识别模型工作流程\n",
    "\n",
    "1. 加载训练数据集\n",
    "1. 人脸检测、对齐和提取（使用 OpenFace 的人脸对齐工具 AlignDlib）\n",
    "1. 人脸特征向量学习（使用预训练的 nn4.small1.v1 模型)\n",
    "1. 人脸分类（使用 KNN 或 SVM）\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载训练数据集\n",
    "\n",
    "### 训练数据集组织形式\n",
    "\n",
    "- 每人一个文件目录，目录以人名命名，如”Fan\\_Bingbing“\n",
    "- 每个人的文件目录下包含10张图像（最好是1:1比例），图像文件以\"人名\\_序号\"命名，仅支持.jpg和.jpeg 两种格式。如”Fan\\_Bingbing\\_0001.jpg“。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import cv2\n",
    "import os.path\n",
    "\n",
    "class IdentityMetadata():\n",
    "    def __init__(self, base, name, file):\n",
    "        self.base = base # 数据集根目录\n",
    "        self.name = name # 目录名\n",
    "        self.file = file # 图像文件名\n",
    "\n",
    "    def __repr__(self):\n",
    "        return self.image_path()\n",
    "\n",
    "    def image_path(self):\n",
    "        return os.path.join(self.base, self.name, self.file) \n",
    "    \n",
    "def load_metadata(path):\n",
    "    metadata = []\n",
    "    for i in os.listdir(path):\n",
    "        for f in os.listdir(os.path.join(path, i)):\n",
    "            # 检查文件名后缀，仅支持 jpg 和 jpeg 两种文件格式\n",
    "            ext = os.path.splitext(f)[1]\n",
    "            if ext == '.jpg' or ext == '.jpeg':\n",
    "                metadata.append(IdentityMetadata(path, i, f))\n",
    "    return np.array(metadata)\n",
    "\n",
    "def load_image(path):\n",
    "    img = cv2.imread(path, 1)\n",
    "    # OpenCV 默认使用 BGR 通道加载图像，转换为 RGB 图像\n",
    "    return img[...,::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata = load_metadata('images')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[images/Deng_chao/Deng_chao_0010.jpg images/Deng_chao/Deng_chao_0004.jpg\n",
      " images/Deng_chao/Deng_chao_0005.jpg images/Deng_chao/Deng_chao_0007.jpg\n",
      " images/Deng_chao/Deng_chao_0006.jpg images/Deng_chao/Deng_chao_0002.jpg\n",
      " images/Deng_chao/Deng_chao_0003.jpg images/Deng_chao/Deng_chao_0001.jpg\n",
      " images/Deng_chao/Deng_chao_0008.jpg images/Deng_chao/Deng_chao_0009.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0008.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0009.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0007.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0006.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0010.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0004.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0005.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0001.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0002.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0003.jpg\n",
      " images/Di_lireba/Di_Lireba_0006.jpg images/Di_lireba/Di_Lireba_0007.jpg\n",
      " images/Di_lireba/Di_Lireba_0005.jpg images/Di_lireba/Di_Lireba_0004.jpg\n",
      " images/Di_lireba/Di_Lireba_0010.jpg images/Di_lireba/Di_Lireba_0001.jpg\n",
      " images/Di_lireba/Di_Lireba_0003.jpg images/Di_lireba/Di_Lireba_0002.jpg\n",
      " images/Di_lireba/Di_Lireba_0009.jpg images/Di_lireba/Di_Lireba_0008.jpg\n",
      " images/Sun_li/Sun_li_0003.jpg images/Sun_li/Sun_li_0002.jpg\n",
      " images/Sun_li/Sun_li_0001.jpg images/Sun_li/Sun_li_0005.jpg\n",
      " images/Sun_li/Sun_li_0004.jpg images/Sun_li/Sun_li_0010.jpg\n",
      " images/Sun_li/Sun_li_0006.jpg images/Sun_li/Sun_li_0007.jpg\n",
      " images/Sun_li/Sun_li_0009.jpg images/Sun_li/Sun_li_0008.jpg\n",
      " images/Yang_mi/Yang_Mi_0004.jpg images/Yang_mi/Yang_Mi_0010.jpg\n",
      " images/Yang_mi/Yang_Mi_0005.jpg images/Yang_mi/Yang_Mi_0007.jpg\n",
      " images/Yang_mi/Yang_Mi_0006.jpg images/Yang_mi/Yang_Mi_0002.jpg\n",
      " images/Yang_mi/Yang_Mi_0003.jpg images/Yang_mi/Yang_Mi_0001.jpg\n",
      " images/Yang_mi/Yang_Mi_0008.jpg images/Yang_mi/Yang_Mi_0009.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0008.jpg images/Wu_Yifan/Wu_Yifan_0009.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0001.jpg images/Wu_Yifan/Wu_Yifan_0002.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0003.jpg images/Wu_Yifan/Wu_Yifan_0007.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0006.jpg images/Wu_Yifan/Wu_Yifan_0004.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0010.jpg images/Wu_Yifan/Wu_Yifan_0005.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0005.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0004.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0010.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0006.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0007.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0003.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0002.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0001.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0009.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0008.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0008.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0009.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0001.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0002.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0003.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0007.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0006.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0004.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0010.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0005.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0007.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0006.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0010.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0004.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0001.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0002.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0003.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0008.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0009.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0009.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0008.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0001.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0003.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0002.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0006.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0007.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0005.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0004.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0010.jpg]\n"
     ]
    }
   ],
   "source": [
    "print(metadata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人脸检测、对齐和提取\n",
    "\n",
    "从原图提取 96x96 RGB人脸图像。如果原图不是 1:1 比例，提取后的人脸会进行拉伸变换。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "from align import AlignDlib\n",
    "\n",
    "# 初始化 OpenFace 人脸对齐工具，使用 Dlib 提供的 68 个关键点\n",
    "alignment = AlignDlib('face_detection/landmarks.dat')\n",
    "\n",
    "# 加载一张训练图像\n",
    "img = load_image(metadata[0].image_path())\n",
    "\n",
    "# 检测人脸并返回边框\n",
    "bb = alignment.getLargestFaceBoundingBox(img)\n",
    "\n",
    "# 使用指定的人脸关键点转换图像并截取 96x96 的人脸图像\n",
    "aligned_img = alignment.align(96, img, bb, landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)\n",
    "\n",
    "# 绘制原图\n",
    "plt.subplot(131)\n",
    "plt.imshow(img)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "# 绘制带人脸边框的原图\n",
    "plt.subplot(132)\n",
    "plt.imshow(img)\n",
    "plt.gca().add_patch(patches.Rectangle((bb.left(), bb.top()), bb.width(), bb.height(), fill=False, color='red'))\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "# 绘制对齐后截取的 96x96 人脸图像\n",
    "plt.subplot(133)\n",
    "plt.imshow(aligned_img)\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 加载 nn4.small2.v1 模型\n",
    "\n",
    "![](facenet_architect.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from model import create_model\n",
    "\n",
    "nn4_small2 = create_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Model\n",
    "from keras.layers import Input, Layer\n",
    "\n",
    "# 输入 anchor, positive and negative 96x96 RGB图像\n",
    "in_a = Input(shape=(96, 96, 3))\n",
    "in_p = Input(shape=(96, 96, 3))\n",
    "in_n = Input(shape=(96, 96, 3))\n",
    "\n",
    "# 输出对应的人脸特征向量\n",
    "emb_a = nn4_small2(in_a)\n",
    "emb_p = nn4_small2(in_p)\n",
    "emb_n = nn4_small2(in_n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.utils.vis_utils import plot_model\n",
    "plot_model(nn4_small2, to_file='nn4_small2_model.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Triplet Loss Layer\n",
    "\n",
    "模型训练的目标是学习出一个将人脸图像嵌入到欧几里得特征空间的函数 $f(x)$，使得对于特定人脸图像 $x$ ，同一人不同人脸的欧式距离（Squared L2 Distance）尽可能小，不同人直接的欧式距离尽可能大。\n",
    "\n",
    "通过最小化 *triplet loss* $L$ 可以学习到我们想要的模型：\n",
    "\n",
    "$$L = \\sum^{N}_{i=1} \\large[ \\small {\\mid \\mid f(x_{i}^{a}) - f(x_{i}^{p})) \\mid \\mid_2^2} - {\\mid \\mid f(x_{i}^{a}) - f(x_{i}^{n})) \\mid \\mid_2^2} + \\alpha \\large ] \\small_+$$\n",
    "\n",
    "$[z]_+$ 即 $max(z,0)$ , $N$ 是三元组集合的基数。\n",
    "\n",
    "**下面使用 Keras 的自定义 Loss 来实现 Triplet Loss**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import backend as K\n",
    "\n",
    "class TripletLossLayer(Layer):\n",
    "    def __init__(self, alpha, **kwargs):\n",
    "        self.alpha = alpha\n",
    "        super(TripletLossLayer, self).__init__(**kwargs)\n",
    "    \n",
    "    def triplet_loss(self, inputs):\n",
    "        a, p, n = inputs\n",
    "        p_dist = K.sum(K.square(a-p), axis=-1)\n",
    "        n_dist = K.sum(K.square(a-n), axis=-1)\n",
    "        return K.sum(K.maximum(p_dist - n_dist + self.alpha, 0), axis=0)\n",
    "    \n",
    "    def call(self, inputs):\n",
    "        loss = self.triplet_loss(inputs)\n",
    "        self.add_loss(loss)\n",
    "        return loss\n",
    "\n",
    "triplet_loss_layer = TripletLossLayer(alpha=0.2, name='triplet_loss_layer')([emb_a, emb_p, emb_n])\n",
    "nn4_small2_train = Model([in_a, in_p, in_n], triplet_loss_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_model(nn4_small2_train, to_file='nn4_small2_train.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载预训练模型 nn4.small2.v1\n",
    "\n",
    "我们从 OpenFace 提供的 [预训练模型](https://cmusatyalab.github.io/openface/models-and-accuracies/#pre-trained-models) 中选择 **nn4.small2.v1**。\n",
    "\n",
    "这些模型使用公开数据集 [FaceScrub](http://vintage.winklerbros.net/facescrub.html) 和 [CASIA-WebFace](http://arxiv.org/abs/1411.7923)进行训练。Keras-OpenFace 项目将这些模型文件转换为 [csv 文件](https://github.com/iwantooxxoox/Keras-OpenFace/tree/master/weights)，然后我们将其转换为 Keras h5 模型文件 [nn4.small2.v1.h5](models/nn4.small2.v1.h5)。\n",
    "\n",
    "### 预训练模型\n",
    "\n",
    "| Model         | alignment `landmarkIndices`                    |\n",
    "| ---- | ---- |\n",
    "| nn4.v1        | `openface.AlignDlib.INNER_EYES_AND_BOTTOM_LIP` |\n",
    "| nn4.v2        | `openface.AlignDlib.OUTER_EYES_AND_NOSE`       |\n",
    "| nn4.small1.v1 | `openface.AlignDlib.OUTER_EYES_AND_NOSE`       |\n",
    "| nn4.small2.v1 | `openface.AlignDlib.OUTER_EYES_AND_NOSE`       |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "nn4_small2_pretrained = create_model()\n",
    "nn4_small2_pretrained.load_weights('models/nn4.small2.v1.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def align_image(img):\n",
    "    return alignment.align(96, img, alignment.getLargestFaceBoundingBox(img), \n",
    "                           landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata = load_metadata('orig_images')\n",
    "embedded = np.zeros((metadata.shape[0], 128))\n",
    "\n",
    "for i, m in enumerate(metadata):\n",
    "    img = load_image(m.image_path())\n",
    "    img = align_image(img)\n",
    "    # 数据规范化\n",
    "    img = (img / 255.).astype(np.float32)\n",
    "    # 人脸特征向量\n",
    "    embedded[i] = nn4_small2_pretrained.predict(np.expand_dims(img, axis=0))[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Squared L2 Distance\n",
    "def distance(emb1, emb2):\n",
    "    return np.sum(np.square(emb1 - emb2))\n",
    "\n",
    "def show_pair(idx1, idx2):\n",
    "    plt.figure(figsize=(8,3))\n",
    "    plt.suptitle(f'Distance = {distance(embedded[idx1], embedded[idx2]):.2f}')\n",
    "    plt.subplot(121)\n",
    "    plt.imshow(load_image(metadata[idx1].image_path()))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.subplot(122)\n",
    "    plt.imshow(load_image(metadata[idx2].image_path()))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "\n",
    "\n",
    "show_pair(2, 3)\n",
    "show_pair(2, 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人脸分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN accuracy = 0.96, SVM accuracy = 0.98\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "\n",
    "targets = np.array([m.name for m in metadata])\n",
    "\n",
    "encoder = LabelEncoder()\n",
    "encoder.fit(targets)\n",
    "\n",
    "# Numerical encoding of identities\n",
    "y = encoder.transform(targets)\n",
    "\n",
    "train_idx = np.arange(metadata.shape[0]) % 2 != 0\n",
    "test_idx = np.arange(metadata.shape[0]) % 2 == 0\n",
    "\n",
    "# 50 train examples of 10 identities (5 examples each)\n",
    "X_train = embedded[train_idx]\n",
    "# 50 test examples of 10 identities (5 examples each)\n",
    "X_test = embedded[test_idx]\n",
    "\n",
    "y_train = y[train_idx]\n",
    "y_test = y[test_idx]\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=1, metric='euclidean')\n",
    "svc = LinearSVC()\n",
    "\n",
    "knn.fit(X_train, y_train)\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "acc_knn = accuracy_score(y_test, knn.predict(X_test))\n",
    "acc_svc = accuracy_score(y_test, svc.predict(X_test))\n",
    "\n",
    "print(f'KNN accuracy = {acc_knn}, SVM accuracy = {acc_svc}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "example_idx = 44\n",
    "\n",
    "example_image = load_image(metadata[example_idx].image_path())\n",
    "example_prediction = svc.predict([embedded[example_idx]])\n",
    "example_identity = encoder.inverse_transform(example_prediction)[0]\n",
    "\n",
    "plt.imshow(example_image)\n",
    "plt.title(f'Recognized as {example_identity}');\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型测试与可视化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import f1_score\n",
    "\n",
    "distances = [] # squared L2 distance between pairs\n",
    "identical = [] # 1 if same identity, 0 otherwise\n",
    "\n",
    "num = len(metadata)\n",
    "\n",
    "for i in range(num - 1):\n",
    "    for j in range(1, num):\n",
    "        distances.append(distance(embedded[i], embedded[j]))\n",
    "        identical.append(1 if metadata[i].name == metadata[j].name else 0)\n",
    "        \n",
    "distances = np.array(distances)\n",
    "identical = np.array(identical)\n",
    "\n",
    "thresholds = np.arange(0.1, 1.0, 0.01)\n",
    "\n",
    "f1_scores = [f1_score(identical, distances < t) for t in thresholds]\n",
    "acc_scores = [accuracy_score(identical, distances < t) for t in thresholds]\n",
    "\n",
    "opt_idx = np.argmax(f1_scores)\n",
    "\n",
    "opt_tau = thresholds[opt_idx] # 最大F1值对应的 threshold\n",
    "\n",
    "opt_acc = accuracy_score(identical, distances < opt_tau) # 最大F1值对应的准确率\n",
    "\n",
    "# 绘制F1值和准确率与 threshold 间关系\n",
    "plt.plot(thresholds, f1_scores, label='F1 score');\n",
    "plt.plot(thresholds, acc_scores, label='Accuracy');\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title(f'Accuracy at threshold {opt_tau:.2f} = {opt_acc:.3f}');\n",
    "plt.xlabel('Distance threshold')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dist_pos = distances[identical == 1]\n",
    "dist_neg = distances[identical == 0]\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.hist(dist_pos)\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title('Distances (positive. pairs)')\n",
    "plt.legend();\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.hist(dist_neg)\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title('Distances (negative. pairs)')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 降维人脸特征向量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "X_embedded = TSNE(n_components=2).fit_transform(embedded)\n",
    "\n",
    "for i, t in enumerate(set(targets)):\n",
    "    idx = targets == t\n",
    "    plt.scatter(X_embedded[idx, 0], X_embedded[idx, 1], label=t)   \n",
    "\n",
    "plt.legend(bbox_to_anchor=(1, 1));\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
